agentic-workflow

The DeepLens Diagnosis Agent uses a five-stage agentic workflow with a small medical reasoning model (7B) to achieve 60.14% diagnostic accuracy on a 915-case benchmark, outperforming frontier LLMs like Claude Sonnet 4.5 and Gemini 3.1 Pro at lower cost. The workflow design alone yields a 36-point gain over the base model, demonstrating that structured process constraints are key for diagnostic reasoning.

Open Deep Research is an open-source Next.js app that combines Firecrawl Search and Extract with a reasoning model to perform iterative web research loops, including search, extraction, planning, source tracking, and synthesis.

A detailed measurement study across Anthropic, OpenAI, Gemini, and DeepSeek finds that the conventional 30-second prompt cache keepalive is 8x too frequent; a 4-minute interval is optimal, and only Anthropic's cache saves money at long idle gaps.

SciForge is an open-source, AI-native multimodal workbench for scientific discovery that integrates search, reasoning, workflow execution, and evidence governance, demonstrated through eight end-to-end use cases including gene discovery and protein design.

A developer created a comprehensive set of 42 skills for Claude, organized like a real company org chart, covering departments like development, marketing, finance, and legal. Each skill is open-source and installable from GitHub or Claude plugins.

Introduces ProofCouncil, an LLM-based agent with an author-critic architecture that autonomously solves open mathematical problems. It achieved the best performance in the FirstProof challenge, solving 6 of 10 problems correctly, and shows promise on a broader set of 30 open problems.

Noma Labs discovered a critical prompt injection vulnerability in GitHub's Agentic Workflows, allowing unauthenticated attackers to exfiltrate data from private repositories by posting a crafted GitHub issue in a public repository of the same organization.

Plurality is a fully free and open-source local AI platform that combines agentic workflows with a chatbot interface, supporting background processing, sandboxed shell/file access, and compatibility with skills and MCP.

Semantic Browsing introduces a method for controlled diversity in text-to-image generation by using a Vision Language Model with an agentic workflow to generate structured, interpretable variations based on semantic decisions.

A developer demonstrates a proof-of-concept integration using CopilotKit to generate AI-powered UI on the fly from Attio CRM data, running in the Codex native app to create adaptive workflows.

Published a custom kernel to further optimize LTX-2.3 from Lightricks, achieving 1.52x speedup on GB10, building upon previous torch.compile and cuDNN attention optimizations.

Aflow is a workflow-native agent built on ACP that helps teams design, run, maintain, and improve durable agent processes using YAML workflows, enabling easy sharing and resumption of sessions.

PathoSage introduces a three-stage framework for pathology multimodal reasoning that separates knowledge retrieval, evidence collection, and evidence adjudication to reduce hallucinations and handle conflicting evidence, featuring a training-free Beta-Bernoulli experience system for modeling tool reliability.

Az8 Studio is an infinite canvas with interconnected nodes for multi-modal AI video pipelines, enabling contextual memory across nodes, parallel multi-model orchestration, and persistent asset-to-agent workflows. It represents a shift from linear AI tools to spatial agentic environments.

Discusses common runtime issues in agentic workflow (loop budget, tool permissions, state loss due to compression), recommends DenisSergeevitch's agents-best-practices resource, provides a provider-neutral reference, emphasizes making permissions, budget, and observability explicit mechanisms.

Struct-Searcher introduces a belief revision theory-based structural agentic workflow for multimodal deep information seeking, achieving significant accuracy improvements over existing vision-language models and deep research agents.

AIventure is an open-source dungeon crawler game from Google's Gemma team that integrates Gemma 4 to let players build web apps through NPC prompts, serving as a developer masterclass on agentic workflows and vibe-coding.

Andrew Ng introduces AI Andrew, an AI companion modeled after his personality, built using RAG and agentic workflows, and invites users to try it.

The author built an agentic system that automates daily briefs for their children, using cron jobs and a web service to generate and print personalized reports via a receipt printer.

A user benchmark demonstrates that the Qwen 3.6 27B dense model (Q4 quantized) can autonomously generate a fully playable multi-file game in a single prompt on a single RTX 3090, significantly outperforming its predecessor with zero manual interventions. The results highlight major improvements in local code generation and agentic capabilities for consumer-grade hardware.